{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e9e50404",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\n年份 \\n月份\\t第一年\\t第二年\\t第三年\\t第四年\\t第五年\\t合计\\t同 月\\n平均数\\t季节指数(%)\\n1\\t50\\t60\\t80\\t100\\t120\\t410\\t82\\t88.03\\n2\\t80\\t95\\t112\\t132\\t159\\t578\\t115.6\\t124.10\\n3\\t100\\t118\\t136\\t158\\t183\\t695\\t139\\t149.22\\n4\\t110\\t128\\t149\\t169\\t191\\t748\\t149.6\\t160.60\\n5\\t80\\t94\\t113\\t133\\t151\\t571\\t114.2\\t122.59\\n6\\t40\\t53\\t67\\t89\\t137\\t386\\t77.2\\t82.88\\n7\\t15\\t17\\t24\\t34\\t50\\t140\\t28\\t30.06\\n8\\t20\\t25\\t37\\t39\\t80\\t201\\t40.2\\t43.16\\n9\\t30\\t36\\t46\\t51\\t93\\t256\\t51.2\\t54.97\\n10\\t90\\t99\\t125\\t147\\t182\\t643\\t128.6\\t138.06\\n11\\t80\\t95\\t111\\t133\\t166\\t585\\t117\\t125.60\\n12\\t40\\t51\\t66\\t90\\t129\\t376\\t75.2\\t80.73\\n合   计\\t735\\t872\\t1066\\t1275\\t1641\\t5589\\t1117.8\\t1200.00\\n平   均\\t61.25\\t72.67\\t88.83\\t106.25\\t136.75\\t—\\t93.15\\t—\\n'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "年份 \n",
    "月份\t第一年\t第二年\t第三年\t第四年\t第五年\t合计\t同 月\n",
    "平均数\t季节指数(%)\n",
    "1\t50\t60\t80\t100\t120\t410\t82\t88.03\n",
    "2\t80\t95\t112\t132\t159\t578\t115.6\t124.10\n",
    "3\t100\t118\t136\t158\t183\t695\t139\t149.22\n",
    "4\t110\t128\t149\t169\t191\t748\t149.6\t160.60\n",
    "5\t80\t94\t113\t133\t151\t571\t114.2\t122.59\n",
    "6\t40\t53\t67\t89\t137\t386\t77.2\t82.88\n",
    "7\t15\t17\t24\t34\t50\t140\t28\t30.06\n",
    "8\t20\t25\t37\t39\t80\t201\t40.2\t43.16\n",
    "9\t30\t36\t46\t51\t93\t256\t51.2\t54.97\n",
    "10\t90\t99\t125\t147\t182\t643\t128.6\t138.06\n",
    "11\t80\t95\t111\t133\t166\t585\t117\t125.60\n",
    "12\t40\t51\t66\t90\t129\t376\t75.2\t80.73\n",
    "合   计\t735\t872\t1066\t1275\t1641\t5589\t1117.8\t1200.00\n",
    "平   均\t61.25\t72.67\t88.83\t106.25\t136.75\t—\t93.15\t—\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "59be9187",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "year_1 = pd.Series([50, 80, 100, 110, 80, 40, 15, 20, 30, 90, 80, 40])\n",
    "year_2 = pd.Series([60, 95, 118, 128, 94, 53, 17, 25, 36, 99, 95, 51])\n",
    "year_3 = pd.Series([80, 112, 136, 149, 113, 67, 24, 37, 46, 125, 111, 66])\n",
    "year_4 = pd.Series([100, 132, 158, 169, 133, 89, 34, 39, 51, 147, 133, 90])\n",
    "year_5 = pd.Series([120, 159, 183, 191, 151, 137, 50, 80, 93, 182, 166, 129])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5221ae6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a587f29d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pyplot.plot(year_1, label = 'year#1')\n",
    "pyplot.plot(year_2, label = 'year#2')\n",
    "pyplot.plot(year_3, label = 'year#3')\n",
    "pyplot.plot(year_4, label = 'year#4')\n",
    "pyplot.plot(year_5, label = 'year#5')\n",
    "\n",
    "pyplot.legend()\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d1789f8a",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import linear_model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "468f18a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = {\n",
    "    'year#1': year_1,\n",
    "    'year#2': year_2,\n",
    "    'year#3': year_3,\n",
    "    'year#4': year_4,\n",
    "    'year#5': year_5\n",
    "\n",
    "}\n",
    "df = pd.DataFrame(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1245be2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>year#1</th>\n",
       "      <th>year#2</th>\n",
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       "      <td>50</td>\n",
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       "      <td>93</td>\n",
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       "      <td>147</td>\n",
       "      <td>182</td>\n",
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       "      <th>10</th>\n",
       "      <td>80</td>\n",
       "      <td>95</td>\n",
       "      <td>111</td>\n",
       "      <td>133</td>\n",
       "      <td>166</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>40</td>\n",
       "      <td>51</td>\n",
       "      <td>66</td>\n",
       "      <td>90</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    year#1  year#2  year#3  year#4  year#5\n",
       "0       50      60      80     100     120\n",
       "1       80      95     112     132     159\n",
       "2      100     118     136     158     183\n",
       "3      110     128     149     169     191\n",
       "4       80      94     113     133     151\n",
       "5       40      53      67      89     137\n",
       "6       15      17      24      34      50\n",
       "7       20      25      37      39      80\n",
       "8       30      36      46      51      93\n",
       "9       90      99     125     147     182\n",
       "10      80      95     111     133     166\n",
       "11      40      51      66      90     129"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "162e76d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df[['year#1', 'year#2', 'year#3']]\n",
    "\n",
    "y = df['year#4']\n",
    "\n",
    "\n",
    "X_train = X[:8]\n",
    "y_train = y[:8]\n",
    "X_test = X[8:]\n",
    "y_test = y[8:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b34471b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>year#1</th>\n",
       "      <th>year#2</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
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       "      <th>2</th>\n",
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       "      <td>40</td>\n",
       "      <td>53</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>15</td>\n",
       "      <td>17</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>20</td>\n",
       "      <td>25</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year#1  year#2  year#3\n",
       "0      50      60      80\n",
       "1      80      95     112\n",
       "2     100     118     136\n",
       "3     110     128     149\n",
       "4      80      94     113\n",
       "5      40      53      67\n",
       "6      15      17      24\n",
       "7      20      25      37"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f3091bd6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    100\n",
       "1    132\n",
       "2    158\n",
       "3    169\n",
       "4    133\n",
       "5     89\n",
       "6     34\n",
       "7     39\n",
       "Name: year#4, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f74e5339",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year#1</th>\n",
       "      <th>year#2</th>\n",
       "      <th>year#3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>30</td>\n",
       "      <td>36</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>90</td>\n",
       "      <td>99</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>80</td>\n",
       "      <td>95</td>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>40</td>\n",
       "      <td>51</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    year#1  year#2  year#3\n",
       "8       30      36      46\n",
       "9       90      99     125\n",
       "10      80      95     111\n",
       "11      40      51      66"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "bb077f8a",
   "metadata": {},
   "outputs": [],
   "source": [
    "lr = linear_model.LinearRegression()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "771e5d17",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = lr.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "5df57c6f",
   "metadata": {},
   "outputs": [],
   "source": [
    "predict_year4 = model.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "d57eb101",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pyplot.plot(y_test.values, label = 'year#4')\n",
    "pyplot.plot(predict_year4, label = 'year#4(predict)')\n",
    "pyplot.legend()\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "3ec185e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X = df[['year#1', 'year#2', 'year#3', 'year#4']]\n",
    "\n",
    "y = df['year#5']\n",
    "\n",
    "X_train = X[:8]\n",
    "y_train = y[:8]\n",
    "X_test = X[8:]\n",
    "y_test = y[8:]\n",
    "\n",
    "lr = linear_model.LinearRegression()\n",
    "\n",
    "model = lr.fit(X_train, y_train)\n",
    "predict_year5 = model.predict(X_test)\n",
    "\n",
    "pyplot.plot(y_test.values, label = 'year#5')\n",
    "pyplot.plot(predict_year5, label = 'year#5(predict)')\n",
    "pyplot.legend()\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "7fc03c02",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeRegressor\n",
    "\n",
    "dtr = DecisionTreeRegressor()\n",
    "\n",
    "model = dtr.fit(X_train, y_train)\n",
    "predict_year5 = model.predict(X_test)\n",
    "\n",
    "pyplot.plot(y_test.values, label = 'year#5')\n",
    "pyplot.plot(predict_year5, label = 'year#5(predict)')\n",
    "pyplot.legend()\n",
    "pyplot.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
